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Jianguang Liu

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Review Open access Jul 2026

Artificial intelligence and automation in enzyme engineering: evolution, advances, and future perspectives

This review examines how artificial intelligence (AI) and automation are reshaping enzyme engineering from empirical trial‑and-error toward data-driven, closed-loop design and provides a roadmap for advancing AI-guided and autonomous enzyme engineering.

Kexin Hao, Jianguang Liu, Hui Tang et al. · Bioresources and Bioprocessi... · 0 citations